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Logistic regression models for patient-level prediction based on massive observational data: Do we need all data?

, , , , и . Int. J. Medical Informatics, (2022)

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Peter R Bachmann

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Peter R Werder

 

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How little data do we need for patient-level prediction?, , , , и . CoRR, (2020)Use of unstructured text in prognostic clinical prediction models: a systematic review., , , , , , , , , и 3 other автор(ы). J. Am. Medical Informatics Assoc., 29 (7): 1292-1302 (2022)Finding a short and accurate decision rule in disjunctive normal form by exhaustive search., и . Mach. Learn., 80 (1): 33-62 (2010)Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?, , , , , , и . MIE, том 302 из Studies in Health Technology and Informatics, стр. 129-130. IOS Press, (2023)A Methodology to Perform Semi-automatic Distributed EHR Database Queries., , , , и . HEALTHINF, стр. 127-134. SciTePress, (2018)Alignment of 4D Coronary CTA with Monoplane X-ray Angiography., , , , , , , , , и . AE-CAI, том 7264 из Lecture Notes in Computer Science, стр. 106-116. Springer, (2011)A standardized framework for risk-based assessment of treatment effect heterogeneity in observational healthcare databases., , , , , и . npj Digit. Medicine, (2023)Trends in the conduct and reporting of clinical prediction model development and validation: a systematic review., , , , , , , , , и . J. Am. Medical Informatics Assoc., 29 (5): 983-989 (2022)Design and implementation of a standardized framework to generate and evaluate patient-level prediction models using observational healthcare data., , , , и . J. Am. Medical Informatics Assoc., 25 (8): 969-975 (2018)Supplementing claims data analysis using self-reported data to develop a probabilistic phenotype model for current smoking status., , и . J. Biomed. Informatics, (2019)